{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Java 集合框架"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 简介\n",
    "早在 Java 2（1998） 中之前，Java 就提供了特设类。比如：`Dictionary`, `Vector`, `Stack`, 和 `Properties` 这些类用来存储和操作对象组。\n",
    "\n",
    "虽然这些类都非常有用，但是它们缺少一个核心的，统一的主题。由于这个原因，使用 Vector 类的方式和使用 Properties 类的方式有着很大不同。\n",
    "\n",
    "集合框架被设计成要满足以下几个目标。\n",
    "\n",
    "- 该框架必须是高性能的。基本集合（动态数组，链表，树，哈希表）的实现也必须是高效的。\n",
    "- 该框架允许不同类型的集合，以类似的方式工作，具有高度的互操作性。\n",
    "- 对一个集合的扩展和适应必须是简单的。\n",
    "\n",
    "为此，整个集合框架就围绕一组标准接口而设计。你可以直接使用这些接口的标准实现，诸如： LinkedList, HashSet, 和 TreeSet 等,除此之外你也可以通过这些接口实现自己的集合。\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上面的集合框架图可以看到，Java 集合框架主要包括两种类型的容器，一种是**集合（Collection），存储一个元素集合**，另一种是**图（Map），存储键/值对映射**。\n",
    "\n",
    "Collection 接口又有 3 种子类型，List、Set 和 Queue，再下面是一些抽象类，最后是具体实现类，常用的有 [ArrayList](https://www.runoob.com/java/java-arraylist.html)、[LinkedList](https://www.runoob.com/java/java-linkedlist.html)、[HashSet](https://www.runoob.com/java/java-hashset.html)、LinkedHashSet、[HashMap](https://www.runoob.com/java/java-hashmap.html)、LinkedHashMap 等等。\n",
    "\n",
    "集合框架是一个用来代表和操纵集合的统一架构。所有的集合框架都包含如下内容：\n",
    "- **接口**：是代表集合的抽象数据类型。例如 Collection、List、Set、Map 等。之所以定义多个接口，是为了以不同的方式操作集合对象\n",
    "- **实现（类）**：是集合接口的具体实现。从本质上讲，它们是可重复使用的数据结构，例如：ArrayList、LinkedList、HashSet、HashMap。\n",
    "- **算法**：是实现集合接口的对象里的方法执行的一些有用的计算，例如：搜索和排序。这些算法被称为多态，那是因为相同的方法可以在相似的接口上有着不同的实现。\n",
    "\n",
    "除了集合，该框架也定义了几个 Map 接口和类。Map 里存储的是键/值对。尽管 **Map 不是集合，但是它们完全整合在集合中**。"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 集合框架体系如图所示\n",
    "![image.png](attachment:image.png)\n",
    "Java 集合框架提供了一套性能优良，使用方便的接口和类，java集合框架位于`java.util`包中， 所以当使用集合框架的时候需要进行导包。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 集合接口\n",
    "集合框架定义了一些接口。本节提供了每个接口的概述：\n",
    "\n",
    "| 序号 | 接口            | 描述                                                         |\n",
    "| :--- | :-------------- | :----------------------------------------------------------- |\n",
    "| 1    | Collection 接口 | Collection 是最基本的集合接口，一个 Collection 代表一组 Object，即 Collection 的元素, Java不提供直接继承自Collection的类，只提供继承于的子接口(如List和set)。Collection 接口存储一组不唯一，无序的对象。 |\n",
    "| 2    | List 接口       | List接口是一个有序的 Collection，使用此接口能够精确的控制每个元素插入的位置，能够通过索引(元素在List中位置，类似于数组的下标)来访问List中的元素，第一个元素的索引为 0，而且允许有相同的元素。List 接口存储一组不唯一，有序（插入顺序）的对象。 |\n",
    "| 3    | Set             | Set 具有与 Collection 完全一样的接口，只是行为上不同，Set 不保存重复的元素。Set 接口存储一组唯一，无序的对象。 |\n",
    "| 4    | SortedSet       | 继承于Set保存有序的集合。                                    |\n",
    "| 5    | Map             | Map 接口存储一组键值对象，提供key（键）到value（值）的映射。 |\n",
    "| 6    | Map.Entry       | 描述在一个Map中的一个元素（键/值对）。是一个Map的内部类。    |\n",
    "| 7    | SortedMap       | 继承于 Map，使 Key 保持在升序排列。                          |\n",
    "| 8    | Enumeration     | 这是一个传统的接口和定义的方法，通过它可以枚举（一次获得一个）对象集合中的元素。这个传统接口已被迭代器取代。 |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set和List的区别\n",
    "1. **Set 接口实例存储的是无序的，不重复的数据。List 接口实例存储的是有序的，可以重复的元素。**\n",
    "2. `Set`检索效率低下，删除和插入效率高，插入和删除不会引起元素位置改变 **<实现类有`HashSet`,`TreeSet`>**。\n",
    "3. `List`和数组类似，可以动态增长，根据实际存储的数据的长度自动增长List的长度。查找元素效率高，插入删除效率低，因为会引起其他元素位置改变 **<实现类有`ArrayList`,`LinkedList`,`Vector`>**。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 集合实现类（集合类）\n",
    "Java提供了一套实现了Collection接口的标准集合类。其中一些是具体类，这些类可以直接拿来使用，而另外一些是抽象类，提供了接口的部分实现。\n",
    "\n",
    "标准集合类汇总于下表：\n",
    "\n",
    "| 序号 | 类                                                           | 描述                                                         |\n",
    "| :--- | :----------------------------------------------------------- | :----------------------------------------------------------- |\n",
    "| 1    | **AbstractCollection**                                       | 实现了大部分的集合接口。                                     |\n",
    "| 2    | **AbstractList**                                             | 继承于AbstractCollection 并且实现了大部分List接口。          |\n",
    "| 3    | **AbstractSequentialList**                                   | 继承于 AbstractList ，提供了对数据元素的链式访问而不是随机访问。 |\n",
    "| 4    | [LinkedList](https://www.runoob.com/java/java-linkedlist.html) | 该类实现了List接口，允许有null（空）元素。主要用于创建链表数据结构，该类没有同步方法，如果多个线程同时访问一个List，则必须自己实现访问同步，解决方法就是在创建List时候构造一个同步的List。例如：`List list=Collections.synchronizedList(newLinkedList(...));`LinkedList 查找效率低。 |\n",
    "| 5    | [ArrayList](https://www.runoob.com/java/java-arraylist.html) | 该类也是实现了List的接口，实现了可变大小的数组，随机访问和遍历元素时，提供更好的性能。该类也是非同步的,在多线程的情况下不要使用。ArrayList 增长当前长度的50%，插入删除效率低。 |\n",
    "| 6    | **AbstractSet**                                              | 继承于AbstractCollection 并且实现了大部分Set接口。           |\n",
    "| 7    | [HashSet](https://www.runoob.com/java/java-hashset.html)     | 该类实现了Set接口，不允许出现重复元素，不保证集合中元素的顺序，允许包含值为null的元素，但最多只能一个。 |\n",
    "| 8    | LinkedHashSet                                                | 具有可预知迭代顺序的 `Set` 接口的哈希表和链接列表实现。      |\n",
    "| 9    | TreeSet                                                      | 该类实现了Set接口，可以实现排序等功能。                      |\n",
    "| 10   | **AbstractMap**                                              | 实现了大部分的Map接口。                                      |\n",
    "| 11   | [HashMap](https://www.runoob.com/java/java-hashmap.html)     | HashMap 是一个散列表，它存储的内容是键值对(key-value)映射。 该类实现了Map接口，根据键的HashCode值存储数据，具有很快的访问速度，最多允许一条记录的键为null，不支持线程同步。 |\n",
    "| 12   | TreeMap                                                      | 继承了AbstractMap，并且使用一颗树。                          |\n",
    "| 13   | WeakHashMap                                                  | 继承AbstractMap类，使用弱密钥的哈希表。                      |\n",
    "| 14   | LinkedHashMap                                                | 继承于HashMap，使用元素的自然顺序对元素进行排序。            |\n",
    "| 15   | IdentityHashMap                                              | 继承AbstractMap类，比较文档时使用引用相等。                  |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在前面的教程中已经讨论通过`java.util`包中定义的类，如下所示："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-16T02:29+0000",
     "start_time": "2020-11-16T02:29:18.662Z"
    }
   },
   "source": [
    "| 序号 | 类         | 描述                                                         |\n",
    "| :--- | :--------- | :----------------------------------------------------------- |\n",
    "| 1    | Vector     | 该类和ArrayList非常相似，但是该类是同步的，可以用在多线程的情况，该类允许设置默认的增长长度，默认扩容方式为原来的2倍。 |\n",
    "| 2    | Stack      | 栈是Vector的一个子类，它实现了一个标准的后进先出的栈。       |\n",
    "| 3    | Dictionary | Dictionary 类是一个抽象类，用来存储键/值对，作用和Map类相似。 |\n",
    "| 4    | Hashtable  | Hashtable 是 Dictionary(字典) 类的子类，位于 java.util 包中。 |\n",
    "| 5    | Properties | Properties 继承于 Hashtable，表示一个持久的属性集，属性列表中每个键及其对应值都是一个字符串。 |\n",
    "| 6    | BitSet     | 一个Bitset类创建一种特殊类型的数组来保存位值。BitSet中数组大小会随需要增加。 |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 集合算法\n",
    "集合框架定义了几种算法，可用于集合和映射。这些算法被定义为集合类的静态方法。\n",
    "\n",
    "在尝试比较不兼容的类型时，一些方法能够抛出 `ClassCastException`异常。当试图修改一个不可修改的集合时，抛出`UnsupportedOperationException`异常。\n",
    "\n",
    "集合定义三个静态的变量：`EMPTY_SET`，`EMPTY_LIST`，`EMPTY_MAP`的。这些变量都不可改变。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| 序号 | 算法                  | 描述                             |\n",
    "| :--- | :-------------------- | :------------------------------- |\n",
    "| 1    | Collection Algorithms | 这里是一个列表中的所有算法实现。 |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 如何使用迭代器\n",
    "通常情况下，你会希望遍历一个集合中的元素。例如，显示集合中的每个元素。\n",
    "\n",
    "一般遍历数组都是采用for循环或者增强for，这两个方法也可以用在集合框架，但是还有一种方法是采用迭代器遍历集合框架，它是一个对象，实现了[`Iterator`](https://www.runoob.com/java/java-iterator.html)接口或 `ListIterator`接口。\n",
    "\n",
    "**迭代器，使你能够通过循环来得到或删除集合的元素**。`ListIterator` 继承了 `Iterator`，以允许双向遍历列表和修改元素。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| 序号 | 迭代器                                                       | 方法描述                                                     |\n",
    "| :--- | :----------------------------------------------------------- | :------------------------------------------------------------ |\n",
    "| 1    | [使用 Java Iterator](https://www.runoob.com/java/java-iterator.html) | 这里通过实例列出 Iterator 和 ListIterator 接口提供的所有方法。 |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 遍历 ArrayList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
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     "start_time": "2020-11-16T02:54:56.178Z"
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   "source": [
    "import java.util.*;\n",
    " \n",
    "public class Test{\n",
    " public static void main() {\n",
    "     List<String> list=new ArrayList<String>();\n",
    "     list.add(\"Hello\");\n",
    "     list.add(\"World\");\n",
    "     list.add(\"HAHAHAHA\");\n",
    "     //第一种遍历方法使用 For-Each 遍历 List\n",
    "     for (String str : list) {            //也可以改写 for(int i=0;i<list.size();i++) 这种形式\n",
    "        System.out.println(str);\n",
    "     }\n",
    " \n",
    "     //第二种遍历，把链表变为数组相关的内容进行遍历\n",
    "     String[] strArray=new String[list.size()];\n",
    "     list.toArray(strArray);\n",
    "     for(int i=0;i<strArray.length;i++) //这里也可以改写为  for(String str:strArray) 这种形式\n",
    "     {\n",
    "        System.out.println(strArray[i]);\n",
    "     }\n",
    "     \n",
    "    //第三种遍历 使用迭代器进行相关遍历\n",
    "     \n",
    "     Iterator<String> ite=list.iterator();\n",
    "     while(ite.hasNext())//判断下一个元素之后有值\n",
    "     {\n",
    "         System.out.println(ite.next());\n",
    "     }\n",
    " }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-16T02:55+0000",
     "start_time": "2020-11-16T02:55:02.924Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello\n",
      "World\n",
      "HAHAHAHA\n",
      "Hello\n",
      "World\n",
      "HAHAHAHA\n",
      "Hello\n",
      "World\n",
      "HAHAHAHA\n"
     ]
    }
   ],
   "source": [
    "Test.main();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**解析：**\n",
    "\n",
    "三种方法都是用来遍历ArrayList集合，第三种方法是采用迭代器的方法，该方法可以不用担心在遍历的过程中会超出集合的长度。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 遍历 Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
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     "end_time": "2020-11-16T02:55+0000",
     "start_time": "2020-11-16T02:55:41.669Z"
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   "outputs": [],
   "source": [
    "import java.util.*;\n",
    " \n",
    "public class Test{\n",
    "     public static void main() {\n",
    "      Map<String, String> map = new HashMap<String, String>();\n",
    "      map.put(\"1\", \"value1\");\n",
    "      map.put(\"2\", \"value2\");\n",
    "      map.put(\"3\", \"value3\");\n",
    "      \n",
    "      //第一种：普遍使用，二次取值\n",
    "      System.out.println(\"通过Map.keySet遍历key和value：\");\n",
    "      for (String key : map.keySet()) {\n",
    "       System.out.println(\"key= \"+ key + \" and value= \" + map.get(key));\n",
    "      }\n",
    "      \n",
    "      //第二种\n",
    "      System.out.println(\"通过Map.entrySet使用iterator遍历key和value：\");\n",
    "      Iterator<Map.Entry<String, String>> it = map.entrySet().iterator();\n",
    "      while (it.hasNext()) {\n",
    "       Map.Entry<String, String> entry = it.next();\n",
    "       System.out.println(\"key= \" + entry.getKey() + \" and value= \" + entry.getValue());\n",
    "      }\n",
    "      \n",
    "      //第三种：推荐，尤其是容量大时\n",
    "      System.out.println(\"通过Map.entrySet遍历key和value\");\n",
    "      for (Map.Entry<String, String> entry : map.entrySet()) {\n",
    "       System.out.println(\"key= \" + entry.getKey() + \" and value= \" + entry.getValue());\n",
    "      }\n",
    "    \n",
    "      //第四种\n",
    "      System.out.println(\"通过Map.values()遍历所有的value，但不能遍历key\");\n",
    "      for (String v : map.values()) {\n",
    "       System.out.println(\"value= \" + v);\n",
    "      }\n",
    "     }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-11-16T02:55+0000",
     "start_time": "2020-11-16T02:55:48.133Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "通过Map.keySet遍历key和value：\n",
      "key= 1 and value= value1\n",
      "key= 2 and value= value2\n",
      "key= 3 and value= value3\n",
      "通过Map.entrySet使用iterator遍历key和value：\n",
      "key= 1 and value= value1\n",
      "key= 2 and value= value2\n",
      "key= 3 and value= value3\n",
      "通过Map.entrySet遍历key和value\n",
      "key= 1 and value= value1\n",
      "key= 2 and value= value2\n",
      "key= 3 and value= value3\n",
      "通过Map.values()遍历所有的value，但不能遍历key\n",
      "value= value1\n",
      "value= value2\n",
      "value= value3\n"
     ]
    }
   ],
   "source": [
    "Test.main();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 如何使用比较器\n",
    "TreeSet和TreeMap的按照排序顺序来存储元素. 然而，这是通过比较器来精确定义按照什么样的排序顺序。\n",
    "\n",
    "这个接口可以让我们以不同的方式来排序一个集合。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| 序号 | 比较器               | 方法描述                                     |\n",
    "| :--- | :------------------- | :-------------------------------------------- |\n",
    "| 1    | 使用 Java Comparator | 这里通过实例列出Comparator接口提供的所有方法 |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "Java集合框架为程序员提供了预先包装的数据结构和算法来操纵他们。\n",
    "\n",
    "集合是一个对象，可容纳其他对象的引用。集合接口声明对每一种类型的集合可以执行的操作。\n",
    "\n",
    "集合框架的类和接口均在java.util包中。\n",
    "\n",
    "任何对象加入集合类后，自动转变为Object类型，所以在取出的时候，需要进行强制类型转换。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## more"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ArrayList 和 LinkedList 的区别\n",
    "- ArrayList 是 List 接口的一种实现，它是使用数组来实现的。\n",
    "- LinkedList 是 List 接口的一种实现，它是使用链表来实现的。\n",
    "- ArrayList 遍历和查找元素比较快。LinkedList 遍历和查找元素比较慢。\n",
    "- ArrayList 添加、删除元素比较慢。LinkedList 添加、删除元素比较快。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 类型转换\n",
    "**任何对象加入集合类后，自动转变为Object类型，所以在取出的时候，需要进行强制类型转换。**\n",
    "\n",
    "任何对象没有使用泛型之前会自动转换Object类型，使用泛型之后不用强制转换。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 快速失败（fail-fast）和安全失败（fail-safe）机制"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "集合还有快速失败（fail-fast）和安全失败（fail-safe）机制，想要深入的话得去了解一下（[Java 的快速失败和安全失败](https://www.runoob.com/w3cnote/java-fail-ast-fail-safe.html)），解决方法整理如下：\n",
    "1. 在单线程的遍历过程中，如果要进行 remove 操作，可以调用迭代器的 remove 方法而不是集合类的 remove 方法。\n",
    "2. 使用 java 并发包(java.util.concurrent)中的类来代替 ArrayList 和 HashMap。比如使用 CopyOnWriterArrayList 代替 ArrayList，CopyOnWriterArrayList 在是使用上跟 ArrayList 几乎一样，CopyOnWriter 是写时复制的容器(COW)，在读写时是线程安全的。该容器在对 add 和 remove 等操作时，并不是在原数组上进行修改，而是将原数组拷贝一份，在新数组上进行修改，待完成后，才将指向旧数组的引用指向新数组，所以对于 CopyOnWriterArrayList 在迭代过程并不会发生 fail-fast 现象。但 CopyOnWrite 容器只能保证数据的最终一致性，不能保证数据的实时一致性。对于 HashMap，可以使用 ConcurrentHashMap，ConcurrentHashMap 采用了锁机制，是线程安全的。在迭代方面，ConcurrentHashMap 使用了一种不同的迭代方式。在这种迭代方式中，当 iterator 被创建后集合再发生改变就不再是抛出 ConcurrentModificationException，取而代之的是在改变时new新的数据从而不影响原有的数据 ，iterator 完成后再将头指针替换为新的数据 ，这样 iterator 线程可以使用原来老的数据，而写线程也可以并发的完成改变。即迭代不会发生 fail-fast，但不保证获取的是最新的数据。"
   ]
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